Complexity Theory

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Complexity Theory

Lehrveranstaltung mit SWS 4/2/0 (Vorlesung/Übung/Praktikum) im WS 2025

Contents

This course covers both fundamental concepts and advanced topics in complexity theory.

Key topics are:

  • Turing Machines (revision): Definition of Turing Machines; Variants; Computational Equivalence; Decidability and Recognizability; Enumeration
  • Undecidability: Examples of Undecidable Problems; Mapping Reductions; Rice’s Theorem (both for characterizing Decidability and Recognizability); Recursion Theorem; Outlook into Decidability in Logic
  • Time Complexity: Measuring Time Complexity; Many-One Reductions; Cook-Levin Theorem; Time Complexity Classes (P, NP, ExpTime); NP-completeness; pseudo-NP-complete problems
  • Space Complexity: Space Complexity Classes (PSpace, L, NL); Savitch’s Theorem; PSpace-completeness; NL-completeness; NL = coNL
  • Diagonalization: Hierarchy Theorems (det. Time, non-det. Time, Space); Gap Theorem; Ladner’s Theorem; Relativization; Baker-Gill-Solovay Theorem
  • Alternation: Alternating Turing Machines; APTime = PSpace; APSpace = ExpTime; Polynomial Hierarchy
  • Circuit Complexity: Boolean Circuits; Alternative Proof of Cook-Levin Theorem; Parallel Computation (NC); P-completeness; P/poly; (Karp-Lipton Theorem, Meyer’s Theorem)
  • Probabilistic Computation: Randomized Complexity Classes (RP, PP, BPP, ZPP); Sipser-Gács-Lautemann Theorem
  • Quantum Computing: Quantum circuits, BQP, some basic results

Mode of Teaching and Registration

The course generally does not require a special registration, and there is no participant limit. However, students in programmes that use the Selma system (esp., students in CMS Master) will need to register there to obtain credits. Most of the materials will be freely available worldwide.

Schedule and Location

This page will publish all dates (see Dates & Materials above).

  • The weekly lecture sessions will take place on Mondays DS4 (13.00 - 14.30) in APB E005 and Tuesdays DS3 (11.10 - 12.40) in MER 0E23.
  • The weekly exercise session will take place on Tuesday DS5 (14.50 - 16.20), also in APB E005.

Contact

Besides the regular meetings in lectures and exercise classes, you can also contact the teachers and other students in the public discussion channel on Matrix shown on the side.

Acknowledgements

The slides for some of the foundational lectures of this course are based on slides used by Markus Krötzsch for the course Complexity Theory at the University of Oxford, which were adopted from slides created by Stefan Kreutzer and Ian Horrocks for that course.

Further material has been prepared first by Daniel Borchmann during his time at TU Dresden.
  • Michael Sipser: Introduction to the Theory of Computation, International Edition; 3rd Edition; Cengage Learning 2013
Introductory text that covers all basic topics in this lecture.
Free lecture notes with a general overview of main results; more detailed than Sipser on oracles and alternation; main reference for randomized computation
  • John E. Hopcroft and Jeffrey D. Ullman: Introduction to Automata Theory, Languages, and Computation; Addison Wesley Publishing Company 1979
The Cinderella Book; contains a lot of information not contained in most other books; the hierarchy of undecidable problems as well as Rice' characterization of recognizable properties of recognizable languages are from here.
  • Christos H. Papadimitriou: Computational Complexity; 1995 Addison-Wesley Publishing Company, Inc
Standard reference text for many advanced aspects on complexity theory; the proofs of the Linear Speedup Theorem, the Gap Theorem, and Ladner's Theorem as given in the lecture are from here
  • Sanjeev Arora and Boaz Barak: Computational Complexity: A Modern Approach; Cambridge University Press 2009
Extensive book covering the state of the art of Complexity Theory
  • Michael R. Garey and David S. Johnson: Computers and Intractability; Bell Telephone Laboratories, Inc. 1979
The classical book on Complexity Theory; contains a long list of problems with their complexities

Veranstaltungskalender abonnieren (icalendar)

Vorlesung Introduction and Motivation DS4, 13. Oktober 2025 in APB E005 Datei 1 Datei 2
Vorlesung Turing Machines and Languages DS3, 14. Oktober 2025 in MER 0E23 Datei 1 Datei 2
Vorlesung Undecidability DS4, 20. Oktober 2025 in APB E005 Datei 1 Datei 2
Vorlesung Undecidability and Recursion DS3, 21. Oktober 2025 in MER 0E23 Datei 1 Datei 2
Übung Mathematical Foundations, Decidability, and Recognisability DS5, 21. Oktober 2025 in APB E005 Datei
Vorlesung Time Complexity and Polynomial Time DS4, 27. Oktober 2025 in APB E005 Datei 1 Datei 2
Vorlesung Polynomial-Time Reductions and Nondeterministic Polynomial Time DS3, 28. Oktober 2025 in MER 0E23 Datei 1 Datei 2
Übung Undecidability DS5, 28. Oktober 2025 in APB E005 Datei
Vorlesung NP-Completeness DS4, 3. November 2025 in APB E005 Datei 1 Datei 2
Vorlesung NP-Complete Problems DS3, 4. November 2025 in MER 0E23 Datei 1 Datei 2
Übung Time Complexity DS5, 4. November 2025 in APB E005 Datei
Vorlesung Space Complexity and PSPACE DS4, 10. November 2025 in APB E005 Datei 1 Datei 2
Vorlesung Polynomial Space and Games DS3, 11. November 2025 in MER 0E23 Datei 1 Datei 2
Übung NP-Completeness DS5, 11. November 2025 in APB E005 Datei
Vorlesung Logarithmic Space DS4, 17. November 2025 in APB E005 Datei 1 Datei 2
Vorlesung Hierarchy Theorems DS3, 18. November 2025 in MER 0E23 Datei 1 Datei 2
Übung More NP-Completeness and P-Completeness DS5, 18. November 2025 in APB E005
Vorlesung Space Hierarchy and Gaps DS4, 24. November 2025 in APB E005 Datei 1 Datei 2
Vorlesung P vs. NP: Ladner's Theorem DS3, 25. November 2025 in MER 0E23 Datei 1 Datei 2
Übung Space Complexity DS5, 25. November 2025 in APB E005 Datei
Vorlesung P vs. NP and Diagonalisation DS4, 1. Dezember 2025 in APB E005 Datei 1 Datei 2
Vorlesung Alternation DS3, 2. Dezember 2025 in MER 0E23 Datei 1 Datei 2
Übung Time and Space Complexity DS5, 2. Dezember 2025 in APB E005 Datei
Vorlesung The Polynomial Hierarchy DS4, 8. Dezember 2025 in APB E005
Vorlesung Polynomial Hierarchy / Circuit Complexity DS3, 9. Dezember 2025 in MER 0E23
Übung Alternation DS5, 9. Dezember 2025 in APB E005
Vorlesung Circuits and Parallel Computation DS4, 15. Dezember 2025 in APB E005
Vorlesung Questions and Answers (before Christmas) DS3, 16. Dezember 2025 in MER 0E23
Entfällt Christmas Break DS5, 16. Dezember 2025 in APB E005
Vorlesung Probabilistic Turing Machines DS4, 5. Januar 2026 in APB E005
Vorlesung Probabilistic Complexity Classes (1) DS3, 6. Januar 2026 in MER 0E23
Übung Polynomial Hierarchy DS5, 6. Januar 2026 in APB E005
Vorlesung Probabilistic Complexity Classes (2) DS4, 12. Januar 2026 in APB E005
Vorlesung Quantum Computing (1) DS3, 13. Januar 2026 in MER 0E23
Übung Circuit Complexity DS5, 13. Januar 2026 in APB E005
Vorlesung Quantum Computing (2) DS4, 19. Januar 2026 in APB E005
Vorlesung Interactive Proof Systems (1) DS3, 20. Januar 2026 in MER 0E23
Übung Randomised Computation DS5, 20. Januar 2026 in APB E005
Vorlesung TBA DS4, 26. Januar 2026 in APB E005
Vorlesung TBA DS3, 27. Januar 2026 in MER 0E23
Übung Quantum Computing DS5, 27. Januar 2026 in APB E005
Vorlesung TBA DS4, 2. Februar 2026 in APB E005
Vorlesung Summary and Consultation DS3, 3. Februar 2026 in MER 0E23
Übung TBA DS5, 3. Februar 2026 in APB E005


Kalender